{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Eric Keenan Lab and Homework 6: GRACE observations of ice sheet mass balance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import datetime \n",
    "from scipy import stats"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Ice sheet mass balance\n",
    "mb_time = np.loadtxt(\"ice_sheet_mass_balance_timeseries.txt\", delimiter=',', dtype='str', usecols=0).astype(np.float)\n",
    "mb_g, mb_gu, mb_a, mb_au = np.loadtxt(\"ice_sheet_mass_balance_timeseries.txt\", delimiter=',', usecols=(1,2,5,6), unpack=True, )\n",
    "\n",
    "# Greenland mass balance components\n",
    "g_time = np.loadtxt(\"Greenland_mass_balance_components.txt\", delimiter=',', dtype='str', usecols=0).astype(np.float)\n",
    "gd, gsmb = np.loadtxt(\"Greenland_mass_balance_components.txt\", delimiter=',', usecols=(1,2), unpack=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problem 1. \n",
    "### The timeseries shows the accumulated mass change for each ice sheet since the begining of the record. Positive values indicate the ice sheet has gained mass therefore lowering sea level, while negative values mean the ice sheet has lost mass thus contributing to sea level rise."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problem 2\n",
    "### Greenland Mass Balance Trend = -277 Gt/yr, equivalent to 0.77 mm sea level rise per year. \n",
    "### Antarctica Mass Balance Trend = -123 Gt/yr, equivalent to 0.34 mm sea level rise per year. \n",
    "### Assuming 1 mm sea level rise is equivalent to 362 Gt (http://www.antarcticglaciers.org/glaciers-and-climate/estimating-glacier-contribution-to-sea-level-rise/). \n",
    "### These numbers are uncertain for at least three reasons: 1.) Glacial isostatic adjustment is modeled, not meausred. 2.) Spatial resolution of GRACE is ~300 km, thus mass from the area of interest can leak out of the measurement or mass from an adjacent area to the area of interest can leake in. 3.) Earth processes the regularly redistribute mass (such as oceanic tides) must be accounted for with models. These models have their own uncertainties which propogate into GRACE uncertainties. \n",
    "### Greenland has lost approximately twice as much mass as Antarctica despite being roughly an order of magnitude smaller. Greenland also has a more pronounced annual cycle in mass balance, perhaps due to large summer time meltwater runoff. Antarctica has more years than Greenland where the ice sheet appears to have gained mass. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-277.2155924316179\n",
      "-123.45446750509034\n",
      "0.7657889293691102\n",
      "0.3410344406217965\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Gt')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculate linear trends\n",
    "g_slope, g_intercept, g_r_value, g_p_value, g_std_err = stats.linregress(mb_time, mb_g)\n",
    "a_slope, a_intercept, a_r_value, a_p_value, a_std_err = stats.linregress(mb_time, mb_a)\n",
    "print(g_slope)\n",
    "print(a_slope)\n",
    "\n",
    "# Calculate sea level rise rates\n",
    "Gt_2_mm_slr = 362\n",
    "print(-g_slope / Gt_2_mm_slr)\n",
    "print(-a_slope / Gt_2_mm_slr)\n",
    "\n",
    "# Plot linear trends\n",
    "g_trend = g_intercept + mb_time * g_slope\n",
    "a_trend = a_intercept + mb_time * a_slope\n",
    "fig = plt.figure(figsize=(15,5))\n",
    "plt.plot(mb_time, mb_g, 'b', label='Greenland')\n",
    "plt.plot(mb_time, g_trend, 'b--')\n",
    "plt.plot(mb_time, mb_a, 'r', label='Antarctica')\n",
    "plt.plot(mb_time, a_trend, 'r--')\n",
    "plt.legend(loc='lower left')\n",
    "plt.grid()\n",
    "plt.title(\"Cummulative Mass Balance\", fontsize=18)\n",
    "plt.ylabel(\"Gt\", fontsize=18)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problem 3.\n",
    "### Subtracting the trend from the mass balance record reveals the deviation from the long term pattern. If the detrended time series is positve (negative), mass balance is higher (lower) than predicted by the long term pattern. \n",
    "### Processes that affect the detrended timeseries include internal climate variability. For example the large negative value in the detrended timeseries for Greenland in 2012, can be attriubted to the large negative surface mass balance anomaly that year. For Antarctica, deviation from the long term pattern can  be attributed to surface mass balance anomalies and ice discharge anomolies owing to variations ice velocities into the ocean."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Gt')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Subtract trends\n",
    "g_detrend = mb_g - g_trend\n",
    "a_detrend = mb_a - a_trend\n",
    "\n",
    "# Plot detrended timeseries\n",
    "fig = plt.figure(figsize=(15,5))\n",
    "plt.plot(mb_time, g_detrend, 'b', label='Greenland')\n",
    "plt.plot(mb_time, a_detrend, 'r', label='Antarctica')\n",
    "plt.legend(loc='lower left')\n",
    "plt.grid()\n",
    "plt.ylim([-500, 500])\n",
    "plt.title(\"Detrended Cummulative Mass Balance\", fontsize=18)\n",
    "plt.ylabel(\"Gt\", fontsize=18)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problem 4.\n",
    "### The accelration terms for these time series are -3.5 and -3.6 $Gt/yr^{2}$ for Greenland and Antarctica respectively. I do not believe the acceleration term better explains the data because the acceleration terms are small in magnitude and they are not significant, p = 0.61 and p = 0.68, for Greenland and Antarctica respectively."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-3.509768145743137\n",
      "0.6051735667631648\n",
      "-3.568377922077924\n",
      "0.6763000291634083\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Gt/yr')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create data frames\n",
    "data = np.zeros(len(mb_time)); data[:] = np.nan\n",
    "for j in range(0, len(mb_time)):\n",
    "    year = pd.to_datetime(str(int(mb_time[j])), format=\"%Y\")\n",
    "    days = 365 * (mb_time[j] - np.floor(mb_time[j]))\n",
    "    time = year + pd.Timedelta(datetime.timedelta(days = days))\n",
    "    time = time.to_datetime64()\n",
    "    data[j] = time\n",
    "mb_time_new = pd.to_datetime(data)\n",
    "mb_g = pd.DataFrame(mb_g, index = mb_time_new)\n",
    "mb_a = pd.DataFrame(mb_a, index = mb_time_new)\n",
    "\n",
    "# Calculate annual average\n",
    "mb_g_aa = mb_g.resample('Y').mean()\n",
    "mb_a_aa = mb_a.resample('Y').mean()\n",
    "\n",
    "# Calculate annual difference\n",
    "time = np.arange(2003, 2017+1)\n",
    "g_diff = np.diff(mb_g_aa.values.flatten())\n",
    "a_diff = np.diff(mb_a_aa.values.flatten())\n",
    "\n",
    "# Calculate linear regressions\n",
    "g_slope, g_intercept, g_r_value, g_p_value, g_std_err = stats.linregress(time, g_diff)\n",
    "a_slope, a_intercept, a_r_value, a_p_value, a_std_err = stats.linregress(time, a_diff)\n",
    "g_trend = g_intercept + time * g_slope\n",
    "a_trend = a_intercept + time * a_slope\n",
    "print(g_slope)\n",
    "print(g_p_value)\n",
    "print(a_slope)\n",
    "print(a_p_value)\n",
    "\n",
    "# Plot\n",
    "fig = plt.figure(figsize=(15,5))\n",
    "plt.plot(time, g_diff, 'b', label='Greenland')\n",
    "plt.plot(time, g_trend, 'b--')\n",
    "plt.plot(time, a_diff, 'r', label='Antarctica')\n",
    "plt.plot(time, a_trend, 'r--')\n",
    "plt.legend(loc='lower left')\n",
    "plt.grid()\n",
    "plt.ylim([-500, 500])\n",
    "plt.title(\"Annual Mass Balance\", fontsize=18)\n",
    "plt.ylabel(\"Gt/yr\", fontsize=18)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problem 5. \n",
    "### The two mass balance methods look very similar in terms of their overall trends. Owing to the larger temporal resolution, GRACE is able to resolve sub annual variability in Greenland mass balance. Their appears to be a kink in the input-output method data in 2012, probably due the large negative SMB anomaly that year. Additionally both methods appear to show an acceleration in mass loss with time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Gt')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Greenland Ice Sheet mass balance\n",
    "fig = plt.figure(figsize=(15,5))\n",
    "plt.plot(mb_time, mb_g, 'b', label='GRACE')\n",
    "plt.plot(g_time[44:], np.cumsum(gsmb[44:] - gd[44:]), 'r', label='Input-Ouput')\n",
    "plt.legend(loc='lower left')\n",
    "plt.grid()\n",
    "plt.title(\"Greenland Cummulative Mass Balance\", fontsize=18)\n",
    "plt.ylabel(\"Gt\", fontsize=18)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problem 6. Divide Greenland SMB and Discharge by detrended GRACE mass balance. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-6.911406593406594\n",
      "0.2585334350867263\n",
      "3.5760659340659333\n",
      "0.00018556548645973673\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Gt/yr')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# calculate the slope of the GRACE greenland mass balance curve (Gt/yr) and the slope of the accumlated SMB and discharge timeseries (Gt/yr)\n",
    "# Calculate slopes\n",
    "smb_slope, smb_intercept, smb_r_value, smb_p_value, smb_std_err = stats.linregress(g_time[44:], gsmb[44:])\n",
    "d_slope, d_intercept, d_r_value, d_p_value, d_std_err = stats.linregress(g_time[44:], gd[44:])\n",
    "print(smb_slope)\n",
    "print(smb_p_value)\n",
    "print(d_slope)\n",
    "print(d_p_value)\n",
    "\n",
    "# Greenland ice sheet mass balacne components\n",
    "fig = plt.figure(figsize=(15,5))\n",
    "plt.plot(g_time[44:], gd[44:], 'b', label='Discharge')\n",
    "plt.plot(g_time[44:], d_intercept + g_time[44:] * d_slope, 'b--' )\n",
    "plt.plot(g_time[44:], gsmb[44:], 'r', label='SMB')\n",
    "plt.plot(g_time[44:], smb_intercept + g_time[44:] * smb_slope, 'r--' )\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.title(\"Greenland Mass Balance Components\", fontsize=18)\n",
    "plt.ylabel(\"Gt/yr\", fontsize=18)"
   ]
  }
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